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Published in: The Journal of Real Estate Finance and Economics 2/2024

03-06-2022

The Valuation Effect and Consequences of Clawback Adoption in Real Estate Investment Trusts

Authors: Daoju Peng, Jianfu Shen, Simon Yu Kit Fung, Eddie C. M. Hui, Kwokyuen Fan

Published in: The Journal of Real Estate Finance and Economics | Issue 2/2024

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Abstract

This study explored the valuation effect of clawback adoption in the REIT market and identified possible channels through which clawback may generate benefits to REITs. We first found that the stock market reacts positively to the announcement of clawback adoption, and that market response is more pronounced when the clawback policy is strong, based on a sample of initial clawback adoptions in REITs between 2007 and 2018. The valuation effect of clawback adoption is stronger among those REITs with higher likelihood of restatements and greater disclosure opacity prior to adoption, suggesting that REIT investors anticipate that the adopted clawbacks will reduce financial restatement risks and improve disclosure quality. Our further analysis found that clawback adoption reduces the chance that REITs will receive comment letters from the regulator, improve financial reporting readability and decrease investment aggressiveness in REITs. Compared with weak clawback adopters, strong adopters have lower incidences of financial restatements in the post-adoption period. Our findings indicate that clawback is a value-relevant corporate governance mechanism in REITs.

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Appendix
Available only for authorised users
Footnotes
1
The percentage of REITs that had adopted clawback policy is 60.65% in 2017. This adoption rate is similar to the percentage of 61% of firms in other industries (Babenko et al., 2019).
 
2
Our further analysis (untabulated) suggested that although clawback adoption is positively associated with subsequent market performance and operating performance in a REIT (Cashman et al., 2016), clawback adoption does not significantly mitigate the negative relationship between aggressive investment and REIT performance (Ling et al., 2019; Xu & Ooi, 2018). In other words, the investment conservatism arising from clawback adoption does not enhance firm performance.
 
3
Cashman et al. (2016) is the only paper that studies clawback adoption in the REIT market. They investigate the determinants of clawback adoption and firm performance after a REIT has adopted a clawback policy. This study differs from theirs in several aspects: first, we explored the valuation effect of clawback adoption from stock market reactions to the adoption announcements; second, we differentiated clawback policies into strong and weak adoptions by the strengths; and third, we investigated the consequences of clawback adoption which directly test whether clawback policy can be used for internal governance control to curb managerial opportunism.
 
6
A report by Reuters showed that CEOs in the banking industry became more cautious about their businesses after the clawback was enforced in Wells Fargo & Co. See the details in: https://​www.​reuters.​com/​article/​us-wells-fargo-accounts-clawbacks/​wells-fargos-ceo-pay-clawback-puts-wall-street-executives-on-notice-idUKKCN11Y358.
 
7
The positive impacts of corporate governance structure of REITs are found in the IPO market and merge & acquisition market (Campbell et al., 2011; Hartzell et al., 2008). Baik et al. (2011) showed that an industry guidance to promote voluntary disclosure of funds from operations discourages the discretionary reporting of FFOs and the potential manipulations, which leads to incremental information content of FFOs to market investors.
 
8
Previous studies (e.g., Babenko et al., 2019; Chen et al., 2015; Iskandar-Datta & Jia, 2013) have explored the valuation effect of clawback adoption in general firms; however, the heterogeneity of this effect across firms has not be investigated.
 
9
Bauer et al. (2010) found that corporate governance enhances firm performance in REITs only when the dividend payout ratio is low (i.e., institutional constraint is weak).
 
10
Babenko et al. (2019) showed that mitigating excessive risk-taking is ranked third by firms to justify the adoption of clawback provisions. They argue that if firms have aggressive investment and financing policies, employees may be encouraged to take inappropriate actions and trigger clawback by misconduct. Through risk reduction policies, the volatility of stock market and accounting performance in a firm would also be decreased, which in turn could lower the chance of the triggers of clawback.
 
11
We used “aggressive investment” and “imprudent investment” interchangeably in this research to refer to large investment/asset growth in REITs, following Babenko et al. (2019). Ling et al. (2019) showed that large asset growth rate in the REITs is associated with poor subsequent firm performance in the REITs. Eichholtz and Yönder (2015) showed that corporate investments are larger in the REITs with overconfident CEO; and the investments are associated with poor returns.
 
12
The Ziman database is widely used in REIT studies; see Ro and Ziobrowski (2011), Glascock and Lu-Andrews (2015). Ling and Naranjo (2015), Ling et al. (2020), Shen (2021), Shen et al. (2021a, 2021b), etc.
 
13
Following Babenko et al. (2019), we search keywords in each DEF 14A proxy statement (and 10-K filing), including clawback, claw back, claw-back, compensation recover, compensation recoup, recoup provision, recoup policy, recoup award, and recover award.
 
14
The number of adopters (152) initial clawback adoptions is less than the number of adopters (167) in the panel data, because the cumulative abnormal returns requires at least 240 trading days before initial adoptions to estimate the market reactions to the announcements of clawback adoptions. The 15 REITs adopted clawback policies before IPOs or shortly after IPOs, and hence does not have sufficient trading data to calculate CARs for initial adoptions.
 
15
A clawback policy is with more strengths if it covers different types of compensations (e.g., incentive compensation, stock-related compensation, cash compensation), if the employee coverage is comprehensive, if a REIT is obligated to recoup executives’ compensation, if the look-back period that the policy pertains is long, and if both financial and non-financial events can trigger the recoupment. The detailed criteria to measure the strength in a clawback policy are shown in Appendix 1.
 
16
The following method was used to normalize sub-index into the interval between 0 and 1:
$$\mathit{\operatorname{norm}}\_{subindex}_{ij}=\frac{raw\_{subindex}_{ij}-\min \left( raw\_ subinde{\mathrm{x}}_j\right)}{\max \left( raw\_{subindex}_j\right)-\min \left( raw\_{subindex}_j\right)}$$
where raw _ subindexij is the raw value of clawback strength subindex j for REIT i; min(raw _ subindexj) and max(raw _ subindexj) are the minimum value and maximum value for the sub-index j in the sample respectively, and norm _ subindexij is the value of clawback strength subindex j for REIT i after normalization.
 
17
Section 408 of the Sarbanes-Oxley Act (SOX408) requires the SEC to review the financial reports of public firms no less than every three years. If there are any questions raised by the SEC, it will issue a comment letter to express concern about financial reporting practices. If the responses of a firm are satisfactory, there is no further action by SEC. However, if the questions are substantial and cannot be answered appropriately, firms may be required to restate their financial reports (SEC, 2019).
 
18
Normal FFO in a REIT is calculated using income before extraordinary items, minority interest, the depreciation and amortization of real estate property, and the gain or loss on sales of real estate property. Normal FFO was calculated from relevant Compustat items (Zhu et al., 2010). The data of reported FFO in a REIT were extracted from IBES, supplemented by data from annual reports. In the unreported analysis, we also measured the earnings management in the REITs by discretionary accruals (Jones, 1991; Dechow et al., 1995). The results remain similar.
 
19
The Fog index is developed by Gunning (1952) and is widely used when evaluating the reading capacity of high school seniors. Gunning Fog index is also applied to measure financial reporting quality (Biddle et al., 2009; Lawrence, 2013; Li, 2008; Li, 2010; Loughran & McDonald, 2014). In the unreported analysis, we also calculated financial reporting readability by the Flesch–Kincaid Grade Level index (Dempsey et al., 2012; Kincaid et al., 1975; Subramanian et al., 1993). The results are similar.
 
20
According to PCAOB, a material weakness is “a deficiency, or a combination of deficiencies, in internal control over financial reporting, such that there is a reasonable possibility that a material misstatement of the company’s annual or interim financial statements will not be prevented or detected on a timely basis” (PCAOB, 2004).
 
21
Audit fee is a function of firm characteristics of REITs, property type and REIT type (Danielsen et al., 2009). The abnormal audit fee is the residual from the regression. Appendix 2 provides the details to calculate this variable.
 
22
We require at least 90 days to calculate the cumulative returns (RET) and standard deviation of daily returns (STD) over a fiscal year.
 
23
The average number of internal control weakness in REITs is much smaller than 0.49 in common stocks (Lu et al., 2011). This is consistent to Chen and Keung (2018) which find that the disclosure of internal control weakness varies extremely across different industries. For instance, there are 64.29% of firms in electrical industry with internal control weakness while only 4.87% of firms in building material and construction industries are reported with internal control weakness.
 
24
Chen et al. (2015) showed that the average cumulative abnormal return from the market model in a three-day event window in 388 new clawback adoptions by general firms is 0.36%.
 
25
Babenko et al. (2019) showed that the mean CARs in firms with high clawback strength are 0.297% and 0.259% in three-day and seven-day event windows.
 
26
The results are similar if two-day and five-day CARs are used.
 
27
The results remain similar if these variables are constructed by three-year average values before first clawback adoptions in the REITs.
 
28
The findings remain robust in the tests based on CARs from the Fama-French model or from two-day/five-day CARs. All control variables are included in the regressions. The coefficients on control variables and their t-statistics are also unreported. These results are available upon request.
 
29
Anglin et al. (2013) showed that internal corporate governance through director board and auditing can effectively reduce real activities-based earnings manipulation in REITs. In our unreported results, we found that the valuation effect of clawback adoption is also unrelated to prior real activity manipulation in the REIT market.
 
30
The magnitudes are calculated using standard deviations of Fog index and its coefficients, i.e., 0.363% * 1.104 = 0.403%.
 
31
Schrand et al. (2021) show that the number of SEC comment letters received by REITs increase significantly from 164 in 2006 to 559 in 2010, and then decrease subsequently. So the increase of SEC comment letters in the post-adoption period may be coincident with the overall trend of SEC comment letters received in the REIT market.
 
32
We appreciate the recommendation of instrumental variable approach from a referee. Previous studies also apply a propensity score matching approach to mitigate the endogeneity concern (e.g., Chan et al., 2015). Due to the small size of REIT sample, a sufficient number of REIT adopters and matched non-adopter cannot be obtained after the matching for regression analysis. As an alternative option, an entropy balancing approach was used following previous studies (Chapman et al., 2019; Hainmueller, 2012; McMullin et al., 2019). The entropy approach assigns weights to observations in the control group in a continuous scale and achieves almost identical covariate balance between treated observations and weighted control observations. This approach is similar to a matching approach but allows to preserve the full sample. The results show that the inferences are similar to the findings from IV approach.
 
33
The director network data of the REITs and Russell 3000 stocks were collected from BoardEx database.
 
34
In the results of second stage regressions, the financial restatement and earnings manipulation variables in the Panel B are negatively associated with returns on equity and the volatility of stock returns. The financial readability variable in the Panel C is negatively associated total assets, Tobin’s Q ratio, returns on equity and the volatility of stock returns. Two investment variables in the Panel D are negatively related to the Tobin’s Q ratio, returns on equity, leverage ratio and the volatility of stock returns.
 
35
We also test whether the reduction in the financial restatement risk and the improvement in financial disclosure quality are associated with enhanced performance after clawback adoption based on a similar model. The results show that the coefficients on the interaction term of clawback adoption dummy and restatement dummy, clawback adoption dummy and the number of SEC comment letters, clawback adoption dummy and Fog index, and clawback adoption dummy and abnormal auditing fee are all significantly negative in the regressions of Tobin’s Q in the year t + 1, indicating that clawback provisions benefit REITs through the channels of the reductions of financial restatement risk, disclosure opacity and audit risk in financial reports. For the sake of brevity, these results are not reported but available upon the request.
 
Literature
go back to reference Brown, A. B., Davis-Friday, P. Y., & Guler, L. (2011). Economic determinants of the voluntary adoption of clawback provisions in executive compensation contracts. Working Paper. Baruch College. Brown, A. B., Davis-Friday, P. Y., & Guler, L. (2011). Economic determinants of the voluntary adoption of clawback provisions in executive compensation contracts. Working Paper. Baruch College.
go back to reference Gunning, R. (1952). Technique of clear writing. McGraw-Hill. Gunning, R. (1952). Technique of clear writing. McGraw-Hill.
go back to reference Kincaid, J. P., Fishburne, R. P., Jr., Rogers, R. L., & Chissom, B. S. (1975). Derivation of new readability formulas (automated readability index, fog count, and Flesch Reading ease formula) for navy enlisted personnel. Navy technical training command research branch Report. Kincaid, J. P., Fishburne, R. P., Jr., Rogers, R. L., & Chissom, B. S. (1975). Derivation of new readability formulas (automated readability index, fog count, and Flesch Reading ease formula) for navy enlisted personnel. Navy technical training command research branch Report.
go back to reference Stock J, Yogo M. (2005). Testing for Weak Instruments in Linear IV Regression. In: Andrews DWK Identification and Inference for Econometric Models. New York: Cambridge University Press. pp. 80–108. Stock J, Yogo M. (2005). Testing for Weak Instruments in Linear IV Regression. In: Andrews DWK Identification and Inference for Econometric Models. New York: Cambridge University Press. pp. 80–108.
Metadata
Title
The Valuation Effect and Consequences of Clawback Adoption in Real Estate Investment Trusts
Authors
Daoju Peng
Jianfu Shen
Simon Yu Kit Fung
Eddie C. M. Hui
Kwokyuen Fan
Publication date
03-06-2022
Publisher
Springer US
Published in
The Journal of Real Estate Finance and Economics / Issue 2/2024
Print ISSN: 0895-5638
Electronic ISSN: 1573-045X
DOI
https://doi.org/10.1007/s11146-022-09909-w

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